AntTech
Jan 16, 2026 · Databases
Can Multi‑Agent Collaboration Automatically Tune Database Parameters with High Efficiency?
The paper presents CMA+DB, a hierarchical multi‑agent framework that automatically tunes database parameters across diverse workloads by combining classification‑based collaboration, layered training, and joint action selection, achieving superior performance, faster convergence, and strong generalization compared with existing tuning methods.
CMA+DBDatabase Tuningmulti-agent reinforcement learning
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